Takeover Tracker
29%medium risk
Physicists
vs

35 shared · 35 different

core competencies

38%medium risk
Statisticians

Side-by-Side Comparison

MetricPhysicistsStatisticians
Risk Score29.3%37.8%
Risk TierMedium RiskMedium Risk
Risk Percentile35th75th
Tasks at Risk (>50%)6 / 159 / 15
Median Salary$166,290$103,300
Employment21K30K

Skill Comparison

|

Sorted by largest difference

Science
Originality
Fluency of Ideas
Thinking Creatively
Speech Clarity
Visualization
Learning Strategies
InstructingAI-Resistant
English Language
Coordinating the Work and Activities of Others
Analyzing Data or Information
Oral Comprehension

Protective Factors

Higher values indicate stronger protection against AI displacement

Physicists

34%

total discount

Statisticians

27%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Physicists

6 of 15 at risk
76%Direct testing and monitoring of contamination of radioactive equipment, and recording of personnel and plant area radiation exposure data.
53%Write research proposals to receive funding.
53%Report experimental results by writing papers for scientific journals or by presenting information at scientific conferences.
52%Design computer simulations to model physical data so that it can be better understood.
51%Analyze data from research conducted to detect and measure physical phenomena.

Statisticians

9 of 15 at risk
71%Process large amounts of data for statistical modeling and graphic analysis, using computers.
70%Report results of statistical analyses, including information in the form of graphs, charts, and tables.
65%Prepare data for processing by organizing information, checking for inaccuracies, and adjusting and weighting the raw data.
53%Analyze and interpret statistical data to identify significant differences in relationships among sources of information.
52%Develop software applications or programming to use for statistical modeling and graphic analysis.

Wage Comparison

Statisticians earns -$62,990(-38%) vs Physicists
PhysicistsStatisticians
10th
$80,020$60,390
25th
$117,450$79,210
Median
$166,290$103,300
75th
$210,260$137,610
90th
$239,200$170,700

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Physicists20282035
Statisticians20282035
20242030203520402045

Physicists has a longer runway before significant displacement, projected 0 years later than Statisticians.

Risk-Adjusted Salary

Salary weighted by displacement risk: salary × (1 − risk%)

Physicists

$117,534

from $166,290

Statisticians

$64,294

from $103,300

After adjusting for AI risk, Physicists offers $53,240 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Physicists

0

Unique to Statisticians

Combined Protection Strategy

Regardless of which path you choose, focus on these protective factors

Creativity
Social Intelligence
Regulatory Barriers
Fine Manipulation
PhysicistsStatisticians